{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据分析学习\n",
    "​\n",
    "## task5 作者信息关联\n",
    "\n",
    "<img src=\"图片/作者信息关联.png\" >\n",
    "\n",
    "**目标**：构建作者关系图，挖掘作者关系\n",
    "\n",
    "**方法**：  \n",
    "将论文第一作者与其他作者（论文非第一作者）构建图；  \n",
    "使用图算法统计图中作者与其他作者的联系；  \n",
    "\n",
    "**图是什么**：\n",
    "\n",
    "Graph是用点和线来刻画离散事物集合中的每对事物间以某种方式相联系的数学模型。\n",
    "\n",
    "**图类型**：\n",
    "\n",
    "无向图，忽略了两节点间边的方向。\n",
    "\n",
    "指有向图，考虑了边的有向性。\n",
    "\n",
    "多重无向图，即两个结点之间的边数多于一条，又允许顶点通过同一条边和自己关联。\n",
    "\n",
    "**图统计指标**：\n",
    "\n",
    "度：是指和该节点相关联的边的条数，又称关联度。对于有向图，节点的入度 是指进入该节点的边的条数；节点的出度是指从该节点出发的边的条数；\n",
    "\n",
    "迪杰斯特拉路径：.从一个源点到其它各点的最短路径，可使用迪杰斯特拉算法来求最短路径；\n",
    "\n",
    "连通图：在一个无向图 G 中，若从顶点i到顶点j有路径相连，则称i和j是连通的。如果 G 是有向图，那么连接i和j的路径中所有的边都必须同向。如果图中任意两点都是连通的，那么图被称作连通图。如果此图是有向图，则称为强连通图。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "networkx：  \n",
    "参考网站：https://networkx.org/  \n",
    "https://www.osgeo.cn/networkx/ 这机翻的真僵硬  \n",
    "参考博客：https://www.cnblogs.com/ljhdo/archive/2019/04/15/10662902.html\n",
    "\n",
    "igraph：  \n",
    "参考网站：https://igraph.org/python/#docs  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "首先是学习networkx的基本操作\n",
    "\n",
    "创建图，图的顶点，图的边，图的属性，图的遍历，绘制Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<networkx.classes.graph.Graph at 0x13a8e2c89c8>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "G = nx.Graph() #创建空的无向图\n",
    "G = nx.DiGraph() #创建空的有向图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "G.add_node(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "G.add_nodes_from([2, 3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#添加节点和节点属性\n",
    "G.add_nodes_from([\n",
    "    (4, {\"color\": \"red\"}),\n",
    "    (5, {\"color\": \"green\"}),\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#一个图中的节点可以合并到另一个图中：\n",
    "H = nx.path_graph(10)\n",
    "G.add_nodes_from(H)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#通过列表添加边\n",
    "G.add_edges_from([(1, 2), (1, 3)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看边数\n",
    "G.number_of_nodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 5, 0, 6, 7, 8, 9]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#检查节点和边缘：G.nodes ， G.edges ， G.adj 和 G.degree\n",
    "#图的属性主要是指相邻数据，节点和边。\n",
    "list(G.nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#返回的是一个AdjacencyView视图，该视图是顶点的相邻的顶点和顶点的属性，\n",
    "list(G.adj[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.degree[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<networkx.classes.graph.Graph at 0x13a8e2c89c8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#删除元素： Graph.remove_node() ， Graph.remove_nodes_from() ， Graph.remove_edge() 和 Graph.remove_edges_from()\n",
    "G.remove_node(1)\n",
    "G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<networkx.classes.graph.Graph at 0x13a9e3f5908>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#使用图形构造函数：\n",
    "G.add_edge(1, 2)\n",
    "H = nx.DiGraph(G)   # create a DiGraph using the connections from G\n",
    "list(H.edges())\n",
    "[(1, 2), (2, 1)]\n",
    "edgelist = [(0, 1), (1, 2), (2, 3)]\n",
    "H = nx.Graph(edgelist)\n",
    "H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#图的遍历 深度优先搜索（DFS）和广度优先搜索（BFS）两种方式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制Graph\n",
    "nx.draw(G)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns #⽤于画图\n",
    "import re #⽤于正则表达式，匹配字符串的模式\n",
    "import requests #⽤于⽹络连接，发送⽹络请求，使⽤域名获取对应信息\n",
    "import json #读取数据，我们的数据为json格式的\n",
    "import pandas as pd #数据处理，数据分析\n",
    "import matplotlib.pyplot as plt #画图⼯具"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先是读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def readArxivFile(path, columns=['id', 'submitter', 'authors', 'title', 'comments', 'journal-ref', 'doi',\n",
    "       'report-no', 'categories', 'license', 'abstract', 'versions',\n",
    "       'update_date', 'authors_parsed'], count=None):\n",
    "   \n",
    "    \n",
    "    data  = []\n",
    "    with open(path, 'r') as f: \n",
    "        for idx, line in enumerate(f): \n",
    "            if idx == count:\n",
    "                break\n",
    "                \n",
    "            d = json.loads(line)\n",
    "            d = {col : d[col] for col in columns}\n",
    "            data.append(d)\n",
    "\n",
    "    data = pd.DataFrame(data)\n",
    "    return data\n",
    "\n",
    "data = readArxivFile('arxiv-metadata-oai-snapshot.json', \n",
    "                     ['id', 'authors_parsed'],\n",
    "                    200000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "然后使用前五百篇论文进行构建作者链接的无向图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx \n",
    "# 创建无向图\n",
    "G = nx.Graph()\n",
    "\n",
    "# 用前五百个作者构建\n",
    "for row in data.iloc[:500].itertuples():\n",
    "    authors = row[2]\n",
    "    authors = [' '.join(x[:-1]) for x in authors]\n",
    "    \n",
    "    # 第一个作者 与 其他作者链接\n",
    "    for author in authors[1:]:\n",
    "        G.add_edge(authors[0],author) #　添加节点２，３并链接２３节点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将作者关系图进行绘制：\n",
    "nx.draw(G, with_labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    print(nx.dijkstra_path(G, 'Balázs C.', 'Ziambaras Eleni'))\n",
    "except:\n",
    "    print('No path')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "选择最大联通子图进行绘制，折线图为子图节点度值。\n",
    "\n",
    "spring_layout：Position nodes using Fruchterman-Reingold force-directed algorithm.\n",
    "\n",
    "参数：spring_layout(G, dim=2, k=None, pos=None, fixed=None, iterations=50, weight='weight', scale=1.0)\n",
    "\n",
    "这是个引导布局（优化画面的？）函数：FR算法将所有的结点看做是电子，每个结点收到两个力的作用，也就是吸引力和排斥力，最终粒子之间成为动态平衡"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "degree_sequence = sorted([d for n, d in G.degree()], reverse=True)\n",
    "dmax = max(degree_sequence)\n",
    "\n",
    "plt.loglog(degree_sequence, \"b-\", marker=\"o\")\n",
    "plt.title(\"Degree rank plot\")\n",
    "plt.ylabel(\"degree\")\n",
    "plt.xlabel(\"rank\")\n",
    "\n",
    "# draw graph in inset\n",
    "plt.axes([0.45, 0.45, 0.45, 0.45])\n",
    "Gcc = G.subgraph(sorted(nx.connected_components(G), key=len, reverse=True)[0])\n",
    "\n",
    "pos = nx.spring_layout(Gcc)\n",
    "plt.axis(\"off\")\n",
    "nx.draw_networkx_nodes(Gcc, pos, node_size=20)\n",
    "nx.draw_networkx_edges(Gcc, pos, alpha=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
